Calibration Court · Calibrate Labels

Paid (x402, USDC on Base). Fit isotonic calibration on YOUR labelled outcomes ({p,y} pairs) and recalibrate the given probabilities. Statele

POST https://mcp-x402.onrender.com/gate/calibration-court/api/v1/calibrate-labels

0.05 USDC on Base · payTo 0x5bbd32e0478e49a7540ef2d760e0b0f9aa6328b2

Status: verified · payable

Settlement: via OMNIGATE (https://omnigate.scriptmasterlabs.com) — seller opted in; receipt token per settlement; 0.005 USDC fee inside settlement, waived inside the daily budget

Payment routes

Base · 0.05 USDC · payTo 0x5bbd32e0478e49a7540ef2d760e0b0f9aa6328b2 · via omnigate · settles through OMNIGATE

[
  {
    "p": 0.9,
    "y": 1
  },
  {
    "p": 0.2,
    "y": 0
  }
]

{
  "sample": {
    "n": 250,
    "status": "ok",
    "base_rate": 0.42,
    "brier": 0.18,
    "ece": 0.03
  },
  "results": [
    {
      "p_raw": 0.65,
      "p_calibrated": 0.57,
      "ci95": [
        0.5,
        0.64
      ],
      "support_n": 48,
      "sample_n": 250,
      "status": "ok"
    }
  ],
  "note": "Calibration is fitted on the supplied labelled examples only and does not transfer to other distributions."
}